{"id":"W4388781279","doi":"10.1097/ms9.0000000000001515","title":"Accuracy of imaging grading in comparison to open laminectomy to evaluate pedicle screws positioning","year":2023,"lang":"en","type":"article","venue":"Annals of Medicine and Surgery","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Sagittal plane; Radiography; Laminectomy; Surgery; Gold standard (test); Radiology; Neurosurgery; Nuclear medicine; Spinal cord","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003906816,0.0006574588,0.0005141542,0.0006281401,0.0001686478,0.000471337,0.0005065068,0.0007438379,0.00157454],"category_scores_gemma":[0.008035905,0.000366045,0.0004022965,0.0002109693,0.0006138851,0.0006007138,0.0004447749,0.0005075766,0.0003208842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002453807,"about_ca_system_score_gemma":0.0003803707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003027182,"about_ca_topic_score_gemma":0.0004322578,"domain_scores_codex":[0.9966234,0.001161749,0.0002737539,0.0007195128,0.000984706,0.0002369185],"domain_scores_gemma":[0.9899879,0.004152443,0.002855998,0.001047738,0.001095958,0.0008599764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1076319,0.05488246,0.6170878,0.0004939506,0.0005583279,0.0002891568,0.0007222623,0.002468095,0.150357,0.0001702271,0.0002674003,0.06507138],"study_design_scores_gemma":[0.001806564,0.3800544,0.561407,0.00005441352,0.0004519734,0.0008266549,0.0002961949,0.007272884,0.04695851,0.0001522161,0.0006433637,0.00007591583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981945,0.0001175208,0.001224454,0.000008227559,0.00001832662,0.000179647,0.00003492092,0.0000147833,0.0002075515],"genre_scores_gemma":[0.9967238,0.00007811899,0.002522602,0.00002403859,0.00002327706,0.0002041781,0.0001066302,0.000007196285,0.0003101034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003906816,"threshold_uncertainty_score":0.02066147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2062111455078118,"score_gpt":0.480417530451742,"score_spread":0.2742063849439301,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}